RRepoGEO

REPOGEO REPORT · LITE

BigBodyCobain/Shadowbroker

Default branch main · commit 39ca498d · scanned 6/29/2026, 10:37:18 PM

GitHub: 9,465 stars · 1,472 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface BigBodyCobain/Shadowbroker, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add a disclaimer to the README about the project's name

    Why:

    COPY-PASTE FIX
    Note: This project is an independent open-source intelligence platform and is not affiliated with, nor does it contain tools from, the 'Shadow Brokers' hacking group.
  • highreadme#2
    Reposition the README's opening paragraph to emphasize core purpose and audience

    Why:

    CURRENT
    ShadowBroker is a decentralized intelligence platform that aggregates real-time, multi-domain OSINT telemetry from 60+ live intelligence feeds into a single dark-ops map interface. Aircraft, ships, satellites, conflict zones, CCTV networks, GPS jamming, internet-connected devices, police scanners, mesh radio nodes, and breaking geopolitical events — all updating in real time on one screen as well as an obfuscated communications protocol and information exchange infrastructure.
    COPY-PASTE FIX
    ShadowBroker is a **unified, real-time geospatial intelligence platform** designed for open-source intelligence (OSINT) analysts, researchers, and journalists. It aggregates multi-domain telemetry from 60+ live intelligence feeds—including aircraft, ships, satellites, conflict zones, and CCTV networks—into a single, interactive map interface, enabling previously unseen correlations and comprehensive global awareness.
  • lowtopics#3
    Correct 'sattelite' typos in repository topics

    Why:

    CURRENT
    ads-b, adsb, aircraft, aircraft-tracking, asdb, cctv, cctv-cameras, cctv-surveillance, earthquake-visualization, elonjet, maritime-surveillance, osint, osint-resources, osint-tool, plane, sattelite, sattelite-imagery, sdr, surveillance, tracking
    COPY-PASTE FIX
    ads-b, adsb, aircraft, aircraft-tracking, asdb, cctv, cctv-cameras, cctv-surveillance, earthquake-visualization, elonjet, maritime-surveillance, osint, osint-resources, osint-tool, plane, satellite, satellite-imagery, sdr, surveillance, tracking

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface BigBodyCobain/Shadowbroker
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache Kafka
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Kafka · recommended 2×
  2. Maltego · recommended 1×
  3. Elasticsearch · recommended 1×
  4. Kibana · recommended 1×
  5. Logstash/Beats · recommended 1×
  • CATEGORY QUERY
    How to build a unified interface for real-time multi-domain open-source intelligence tracking?
    you: not recommended
    AI recommended (in order):
    1. Maltego
    2. Elasticsearch
    3. Kibana
    4. Logstash/Beats
    5. Apache Kafka
    6. Grafana
    7. TheHive Project
    8. SpiderFoot
    9. OpenCTI

    AI recommended 9 alternatives but never named BigBodyCobain/Shadowbroker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a real-time geospatial intelligence system for tracking aircraft, ships, and satellites with AI.
    you: not recommended
    AI recommended (in order):
    1. Palantir Foundry
    2. Google Earth Engine
    3. Google Cloud AI Platform
    4. TensorFlow
    5. Vertex AI
    6. AWS (Amazon Web Services)
    7. Amazon Location Service
    8. Amazon SageMaker
    9. Kinesis
    10. DynamoDB
    11. EC2
    12. Lambda
    13. Esri ArcGIS Platform
    14. ArcGIS GeoAnalytics Server
    15. ArcGIS Notebooks
    16. CARTO
    17. Google BigQuery ML
    18. Google BigQuery
    19. Apache Flink
    20. Apache Kafka
    21. scikit-learn
    22. PyTorch

    AI recommended 22 alternatives but never named BigBodyCobain/Shadowbroker. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of BigBodyCobain/Shadowbroker?
    pass
    AI named BigBodyCobain/Shadowbroker explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts BigBodyCobain/Shadowbroker in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BigBodyCobain/Shadowbroker explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo BigBodyCobain/Shadowbroker solve, and who is the primary audience?
    pass
    AI did not name BigBodyCobain/Shadowbroker — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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BigBodyCobain/Shadowbroker — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite